pabloformoso

require File.expand_path(File.dirname(__FILE__) + "/../sanitize_tinymce_text")
include SanitizeTinymceText 

namespace :html do
  desc "Limpiar descripciones guarrillas con css inline y spans"  
  task :clean => :environment do 
    
    Publication.all.each do |pub|
      pub.abstract = sanitize_text(pub.abstract)
      pub.save

pabloformoso

def VGG16(weights_path=None):
    model = Sequential()
    model.add(ZeroPadding2D((1,1),input_shape=(224,224,3)))
    
    model.add(Convolution2D(64, (3, 3), activation='relu', padding='same', name='block1_conv1'))
    model.add(Convolution2D(64, (3, 3), activation='relu', padding='same', name='block1_conv2'))
    model.add(MaxPooling2D((2,2), strides=(2,2), name='block1_pool'))

    model.add(Convolution2D(128, (3, 3), activation='relu', padding='same', name='block2_conv1'))
    model.add(Convolution2D(128, (3, 3), activation='relu', padding='same', name='block2_conv2'))

pabloformoso

from keras.optimizers import SGD
from keras.applications.vgg16 import VGG16

model = VGG16(weight='imagenet', include_top=True)
sgd = SGD(lr=0.1, decay=1e-6, momentum=0.9, nesterov=True)
model.compile(optimizer=sgd, loss='categorical)

pabloformoso

rom keras import applications
from keras import optimizers
from keras.models import Sequential, Model 
from keras.layers import Dropout, Flatten, Dense
from keras import backend as k 
from pprint import pprint as pp

img_width, img_height = 300, 300
train_data_dir = "/train"
validation_data_dir = "/validation"

pabloformoso

# Pasos para compilar ImageMagick e instalar RMagick en Debian
# Gracias a Ivan Belmonte (@ibelmonte)
#
# Instalar las dependencias de ImageMagick para poderlo compilar
sudo apt-get install libjpeg62-dev libbz2-dev libtiff4-dev libwmf-dev libz-dev libpng12-dev libx11-dev libxt-dev libxext-dev libxml2-dev libfreetype6-dev liblcms1-dev libexif-dev perl libjasper-dev libltdl3-dev graphviz gs-gpl pkg-config

# Compilar ImageMagick para que se pueda instalar luego RMagick, que requiere la versión 6.3+ y Debian incorpora la 6.2.x.
cd /usr/local/src
wget -c ftp://ftp.fu-berlin.de/unix/X11/graphics/ImageMagick/ImageMagick-6.4.1-10.tar.gz
tar zxvfp ImageMagick-6.4.1-10.tar.gz